Overview
Brought to you by YData
Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 10324 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 21 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 153.0 B |
Variable types
| Text | 4 |
|---|---|
| Categorical | 9 |
| Numeric | 6 |
| Boolean | 1 |
| Dataset has 21 (0.2%) duplicate rows | Duplicates |
brand is highly overall correlated with dosage and 4 other fields | High correlation |
country is highly overall correlated with fulfill via and 2 other fields | High correlation |
dosage is highly overall correlated with brand | High correlation |
dosage form is highly overall correlated with brand and 2 other fields | High correlation |
freight cost (usd) is highly overall correlated with weight | High correlation |
fulfill via is highly overall correlated with brand and 2 other fields | High correlation |
product group is highly overall correlated with brand and 2 other fields | High correlation |
reliability is highly overall correlated with country and 1 other fields | High correlation |
shipment mode is highly overall correlated with country and 1 other fields | High correlation |
sub classification is highly overall correlated with brand and 2 other fields | High correlation |
vendor inco term is highly overall correlated with fulfill via | High correlation |
weight is highly overall correlated with freight cost (usd) | High correlation |
managed by is highly imbalanced (97.4%) | Imbalance |
product group is highly imbalanced (69.9%) | Imbalance |
brand is highly imbalanced (62.3%) | Imbalance |
weight is highly skewed (γ1 = 44.78575407) | Skewed |
dosage has 1736 (16.8%) zeros | Zeros |
Delivery Delay Risk has 6324 (61.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-14 18:00:28.031583 |
|---|---|
| Analysis finished | 2025-01-14 18:00:31.173498 |
| Duration | 3.14 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
project code
Text
| Distinct | 142 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 12 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 100-CI-T01 |
|---|---|
| 2nd row | 108-VN-T01 |
| 3rd row | 100-CI-T01 |
| 4th row | 108-VN-T01 |
| 5th row | 108-VN-T01 |
| Value | Count | Frequency (%) |
| 116-za-t30 | 768 | 7.4% |
| 104-ci-t30 | 729 | 7.1% |
| 151-ng-t30 | 628 | 6.1% |
| 114-ug-t30 | 596 | 5.8% |
| 108-vn-t30 | 522 | 5.1% |
| 106-ht-t30 | 450 | 4.4% |
| 111-mz-t30 | 431 | 4.2% |
| 110-zm-t30 | 406 | 3.9% |
| 109-tz-t30 | 369 | 3.6% |
| 107-rw-t30 | 340 | 3.3% |
| Other values (132) | 5085 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 20648 | |
| 1 | 18694 | |
| 0 | 16409 | |
| T | 11732 | |
| 3 | 8596 | |
| Z | 3815 | 3.7% |
| G | 2289 | 2.2% |
| 6 | 2032 | 2.0% |
| N | 1981 | 1.9% |
| 4 | 1852 | 1.8% |
| Other values (25) | 15192 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 103240 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 20648 | |
| 1 | 18694 | |
| 0 | 16409 | |
| T | 11732 | |
| 3 | 8596 | |
| Z | 3815 | 3.7% |
| G | 2289 | 2.2% |
| 6 | 2032 | 2.0% |
| N | 1981 | 1.9% |
| 4 | 1852 | 1.8% |
| Other values (25) | 15192 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 103240 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 20648 | |
| 1 | 18694 | |
| 0 | 16409 | |
| T | 11732 | |
| 3 | 8596 | |
| Z | 3815 | 3.7% |
| G | 2289 | 2.2% |
| 6 | 2032 | 2.0% |
| N | 1981 | 1.9% |
| 4 | 1852 | 1.8% |
| Other values (25) | 15192 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 103240 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 20648 | |
| 1 | 18694 | |
| 0 | 16409 | |
| T | 11732 | |
| 3 | 8596 | |
| Z | 3815 | 3.7% |
| G | 2289 | 2.2% |
| 6 | 2032 | 2.0% |
| N | 1981 | 1.9% |
| 4 | 1852 | 1.8% |
| Other values (25) | 15192 |
country
Categorical
High correlation 
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| South Africa | |
|---|---|
| Nigeria | |
| Côte d'Ivoire | |
| Uganda | |
| Vietnam | |
| Other values (38) |
Length
| Max length | 18 |
|---|---|
| Median length | 12 |
| Mean length | 8.4762689 |
| Min length | 4 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Côte d'Ivoire |
|---|---|
| 2nd row | Vietnam |
| 3rd row | Côte d'Ivoire |
| 4th row | Vietnam |
| 5th row | Vietnam |
Common Values
| Value | Count | Frequency (%) |
| South Africa | 1406 | |
| Nigeria | 1194 | |
| Côte d'Ivoire | 1083 | |
| Uganda | 779 | 7.5% |
| Vietnam | 688 | 6.7% |
| Zambia | 683 | 6.6% |
| Haiti | 655 | 6.3% |
| Mozambique | 631 | 6.1% |
| Zimbabwe | 538 | 5.2% |
| Tanzania | 519 | 5.0% |
| Other values (33) | 2148 |
Length
| Value | Count | Frequency (%) |
| south | 1570 | |
| africa | 1406 | 10.5% |
| nigeria | 1194 | 8.9% |
| côte | 1083 | 8.1% |
| d'ivoire | 1083 | 8.1% |
| uganda | 779 | 5.8% |
| vietnam | 688 | 5.1% |
| zambia | 683 | 5.1% |
| haiti | 655 | 4.9% |
| mozambique | 631 | 4.7% |
| Other values (38) | 3596 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 12282 | 14.0% |
| i | 10247 | 11.7% |
| e | 5522 | 6.3% |
| o | 4473 | 5.1% |
| n | 4350 | 5.0% |
| t | 4323 | 4.9% |
| r | 3874 | 4.4% |
| 3044 | 3.5% | |
| u | 2914 | 3.3% |
| m | 2777 | 3.2% |
| Other values (38) | 33703 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 87509 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 12282 | 14.0% |
| i | 10247 | 11.7% |
| e | 5522 | 6.3% |
| o | 4473 | 5.1% |
| n | 4350 | 5.0% |
| t | 4323 | 4.9% |
| r | 3874 | 4.4% |
| 3044 | 3.5% | |
| u | 2914 | 3.3% |
| m | 2777 | 3.2% |
| Other values (38) | 33703 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 87509 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 12282 | 14.0% |
| i | 10247 | 11.7% |
| e | 5522 | 6.3% |
| o | 4473 | 5.1% |
| n | 4350 | 5.0% |
| t | 4323 | 4.9% |
| r | 3874 | 4.4% |
| 3044 | 3.5% | |
| u | 2914 | 3.3% |
| m | 2777 | 3.2% |
| Other values (38) | 33703 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 87509 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 12282 | 14.0% |
| i | 10247 | 11.7% |
| e | 5522 | 6.3% |
| o | 4473 | 5.1% |
| n | 4350 | 5.0% |
| t | 4323 | 4.9% |
| r | 3874 | 4.4% |
| 3044 | 3.5% | |
| u | 2914 | 3.3% |
| m | 2777 | 3.2% |
| Other values (38) | 33703 |
managed by
Categorical
Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| PMO - US | |
|---|---|
| South Africa Field Office | 57 |
| Haiti Field Office | 1 |
| Ethiopia Field Office | 1 |
Length
| Max length | 25 |
|---|---|
| Median length | 8 |
| Mean length | 8.0960868 |
| Min length | 8 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | PMO - US |
|---|---|
| 2nd row | PMO - US |
| 3rd row | PMO - US |
| 4th row | PMO - US |
| 5th row | PMO - US |
Common Values
| Value | Count | Frequency (%) |
| PMO - US | 10265 | |
| South Africa Field Office | 57 | 0.6% |
| Haiti Field Office | 1 | < 0.1% |
| Ethiopia Field Office | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pmo | 10265 | |
| 10265 | ||
| us | 10265 | |
| office | 59 | 0.2% |
| field | 59 | 0.2% |
| africa | 57 | 0.2% |
| south | 57 | 0.2% |
| haiti | 1 | < 0.1% |
| ethiopia | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 20705 | ||
| O | 10324 | |
| S | 10322 | |
| M | 10265 | |
| P | 10265 | |
| - | 10265 | |
| U | 10265 | |
| i | 179 | 0.2% |
| f | 175 | 0.2% |
| e | 118 | 0.1% |
| Other values (14) | 701 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 83584 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 20705 | ||
| O | 10324 | |
| S | 10322 | |
| M | 10265 | |
| P | 10265 | |
| - | 10265 | |
| U | 10265 | |
| i | 179 | 0.2% |
| f | 175 | 0.2% |
| e | 118 | 0.1% |
| Other values (14) | 701 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 83584 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 20705 | ||
| O | 10324 | |
| S | 10322 | |
| M | 10265 | |
| P | 10265 | |
| - | 10265 | |
| U | 10265 | |
| i | 179 | 0.2% |
| f | 175 | 0.2% |
| e | 118 | 0.1% |
| Other values (14) | 701 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 83584 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 20705 | ||
| O | 10324 | |
| S | 10322 | |
| M | 10265 | |
| P | 10265 | |
| - | 10265 | |
| U | 10265 | |
| i | 179 | 0.2% |
| f | 175 | 0.2% |
| e | 118 | 0.1% |
| Other values (14) | 701 | 0.8% |
fulfill via
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| From RDC | |
|---|---|
| Direct Drop |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 9.4296784 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct Drop |
|---|---|
| 2nd row | Direct Drop |
| 3rd row | Direct Drop |
| 4th row | Direct Drop |
| 5th row | Direct Drop |
Common Values
| Value | Count | Frequency (%) |
| From RDC | 5404 | |
| Direct Drop | 4920 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| from | 5404 | |
| rdc | 5404 | |
| direct | 4920 | |
| drop | 4920 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 15244 | |
| D | 15244 | |
| 10324 | ||
| o | 10324 | |
| F | 5404 | 5.6% |
| m | 5404 | 5.6% |
| R | 5404 | 5.6% |
| C | 5404 | 5.6% |
| i | 4920 | 5.1% |
| e | 4920 | 5.1% |
| Other values (3) | 14760 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 97352 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 15244 | |
| D | 15244 | |
| 10324 | ||
| o | 10324 | |
| F | 5404 | 5.6% |
| m | 5404 | 5.6% |
| R | 5404 | 5.6% |
| C | 5404 | 5.6% |
| i | 4920 | 5.1% |
| e | 4920 | 5.1% |
| Other values (3) | 14760 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 97352 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 15244 | |
| D | 15244 | |
| 10324 | ||
| o | 10324 | |
| F | 5404 | 5.6% |
| m | 5404 | 5.6% |
| R | 5404 | 5.6% |
| C | 5404 | 5.6% |
| i | 4920 | 5.1% |
| e | 4920 | 5.1% |
| Other values (3) | 14760 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 97352 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 15244 | |
| D | 15244 | |
| 10324 | ||
| o | 10324 | |
| F | 5404 | 5.6% |
| m | 5404 | 5.6% |
| R | 5404 | 5.6% |
| C | 5404 | 5.6% |
| i | 4920 | 5.1% |
| e | 4920 | 5.1% |
| Other values (3) | 14760 |
vendor inco term
Categorical
High correlation 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| N/A - From RDC | |
|---|---|
| EXW | |
| DDP | |
| FCA | 397 |
| CIP | 275 |
| Other values (3) | 27 |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 8.7578458 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EXW |
|---|---|
| 2nd row | EXW |
| 3rd row | FCA |
| 4th row | EXW |
| 5th row | EXW |
Common Values
| Value | Count | Frequency (%) |
| N/A - From RDC | 5404 | |
| EXW | 2778 | |
| DDP | 1443 | 14.0% |
| FCA | 397 | 3.8% |
| CIP | 275 | 2.7% |
| DDU | 15 | 0.1% |
| DAP | 9 | 0.1% |
| CIF | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| n/a | 5404 | |
| 5404 | ||
| from | 5404 | |
| rdc | 5404 | |
| exw | 2778 | |
| ddp | 1443 | 5.4% |
| fca | 397 | 1.5% |
| cip | 275 | 1.0% |
| ddu | 15 | 0.1% |
| dap | 9 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 16212 | ||
| D | 8329 | 9.2% |
| C | 6079 | 6.7% |
| A | 5810 | 6.4% |
| F | 5804 | 6.4% |
| N | 5404 | 6.0% |
| / | 5404 | 6.0% |
| o | 5404 | 6.0% |
| r | 5404 | 6.0% |
| - | 5404 | 6.0% |
| Other values (8) | 21162 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 90416 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 16212 | ||
| D | 8329 | 9.2% |
| C | 6079 | 6.7% |
| A | 5810 | 6.4% |
| F | 5804 | 6.4% |
| N | 5404 | 6.0% |
| / | 5404 | 6.0% |
| o | 5404 | 6.0% |
| r | 5404 | 6.0% |
| - | 5404 | 6.0% |
| Other values (8) | 21162 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 90416 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 16212 | ||
| D | 8329 | 9.2% |
| C | 6079 | 6.7% |
| A | 5810 | 6.4% |
| F | 5804 | 6.4% |
| N | 5404 | 6.0% |
| / | 5404 | 6.0% |
| o | 5404 | 6.0% |
| r | 5404 | 6.0% |
| - | 5404 | 6.0% |
| Other values (8) | 21162 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 90416 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 16212 | ||
| D | 8329 | 9.2% |
| C | 6079 | 6.7% |
| A | 5810 | 6.4% |
| F | 5804 | 6.4% |
| N | 5404 | 6.0% |
| / | 5404 | 6.0% |
| o | 5404 | 6.0% |
| r | 5404 | 6.0% |
| - | 5404 | 6.0% |
| Other values (8) | 21162 |
shipment mode
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| Air | |
|---|---|
| Truck | |
| Air Charter | |
| Ocean | 371 |
Length
| Max length | 11 |
|---|---|
| Median length | 3 |
| Mean length | 4.1237892 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Air |
|---|---|
| 2nd row | Air |
| 3rd row | Air |
| 4th row | Air |
| 5th row | Air |
Common Values
| Value | Count | Frequency (%) |
| Air | 6473 | |
| Truck | 2830 | |
| Air Charter | 650 | 6.3% |
| Ocean | 371 | 3.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| air | 7123 | |
| truck | 2830 | 25.8% |
| charter | 650 | 5.9% |
| ocean | 371 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 11253 | |
| A | 7123 | |
| i | 7123 | |
| c | 3201 | 7.5% |
| T | 2830 | 6.6% |
| u | 2830 | 6.6% |
| k | 2830 | 6.6% |
| a | 1021 | 2.4% |
| e | 1021 | 2.4% |
| C | 650 | 1.5% |
| Other values (5) | 2692 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42574 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 11253 | |
| A | 7123 | |
| i | 7123 | |
| c | 3201 | 7.5% |
| T | 2830 | 6.6% |
| u | 2830 | 6.6% |
| k | 2830 | 6.6% |
| a | 1021 | 2.4% |
| e | 1021 | 2.4% |
| C | 650 | 1.5% |
| Other values (5) | 2692 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42574 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 11253 | |
| A | 7123 | |
| i | 7123 | |
| c | 3201 | 7.5% |
| T | 2830 | 6.6% |
| u | 2830 | 6.6% |
| k | 2830 | 6.6% |
| a | 1021 | 2.4% |
| e | 1021 | 2.4% |
| C | 650 | 1.5% |
| Other values (5) | 2692 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42574 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 11253 | |
| A | 7123 | |
| i | 7123 | |
| c | 3201 | 7.5% |
| T | 2830 | 6.6% |
| u | 2830 | 6.6% |
| k | 2830 | 6.6% |
| a | 1021 | 2.4% |
| e | 1021 | 2.4% |
| C | 650 | 1.5% |
| Other values (5) | 2692 | 6.3% |
product group
Categorical
High correlation  Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| ARV | |
|---|---|
| HRDT | |
| ANTM | 22 |
| ACT | 16 |
| MRDT | 8 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.1702828 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | HRDT |
|---|---|
| 2nd row | ARV |
| 3rd row | HRDT |
| 4th row | ARV |
| 5th row | ARV |
Common Values
| Value | Count | Frequency (%) |
| ARV | 8550 | |
| HRDT | 1728 | 16.7% |
| ANTM | 22 | 0.2% |
| ACT | 16 | 0.2% |
| MRDT | 8 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| arv | 8550 | |
| hrdt | 1728 | 16.7% |
| antm | 22 | 0.2% |
| act | 16 | 0.2% |
| mrdt | 8 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 10286 | |
| A | 8588 | |
| V | 8550 | |
| T | 1774 | 5.4% |
| D | 1736 | 5.3% |
| H | 1728 | 5.3% |
| M | 30 | 0.1% |
| N | 22 | 0.1% |
| C | 16 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 32730 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 10286 | |
| A | 8588 | |
| V | 8550 | |
| T | 1774 | 5.4% |
| D | 1736 | 5.3% |
| H | 1728 | 5.3% |
| M | 30 | 0.1% |
| N | 22 | 0.1% |
| C | 16 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 32730 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 10286 | |
| A | 8588 | |
| V | 8550 | |
| T | 1774 | 5.4% |
| D | 1736 | 5.3% |
| H | 1728 | 5.3% |
| M | 30 | 0.1% |
| N | 22 | 0.1% |
| C | 16 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 32730 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 10286 | |
| A | 8588 | |
| V | 8550 | |
| T | 1774 | 5.4% |
| D | 1736 | 5.3% |
| H | 1728 | 5.3% |
| M | 30 | 0.1% |
| N | 22 | 0.1% |
| C | 16 | < 0.1% |
sub classification
Categorical
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| Adult | |
|---|---|
| Pediatric | |
| HIV test | |
| HIV test - Ancillary | 161 |
| Malaria | 30 |
Length
| Max length | 20 |
|---|---|
| Median length | 5 |
| Mean length | 6.4494382 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | HIV test |
|---|---|
| 2nd row | Pediatric |
| 3rd row | HIV test |
| 4th row | Adult |
| 5th row | Adult |
Common Values
| Value | Count | Frequency (%) |
| Adult | 6595 | |
| Pediatric | 1955 | 18.9% |
| HIV test | 1567 | 15.2% |
| HIV test - Ancillary | 161 | 1.6% |
| Malaria | 30 | 0.3% |
| ACT | 16 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| adult | 6595 | |
| pediatric | 1955 | 15.8% |
| hiv | 1728 | 14.0% |
| test | 1728 | 14.0% |
| 161 | 1.3% | |
| ancillary | 161 | 1.3% |
| malaria | 30 | 0.2% |
| act | 16 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 12006 | |
| d | 8550 | |
| l | 6947 | |
| A | 6772 | |
| u | 6595 | |
| i | 4101 | 6.2% |
| e | 3683 | 5.5% |
| a | 2206 | 3.3% |
| r | 2146 | 3.2% |
| c | 2116 | 3.2% |
| Other values (12) | 11462 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 66584 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 12006 | |
| d | 8550 | |
| l | 6947 | |
| A | 6772 | |
| u | 6595 | |
| i | 4101 | 6.2% |
| e | 3683 | 5.5% |
| a | 2206 | 3.3% |
| r | 2146 | 3.2% |
| c | 2116 | 3.2% |
| Other values (12) | 11462 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 66584 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 12006 | |
| d | 8550 | |
| l | 6947 | |
| A | 6772 | |
| u | 6595 | |
| i | 4101 | 6.2% |
| e | 3683 | 5.5% |
| a | 2206 | 3.3% |
| r | 2146 | 3.2% |
| c | 2116 | 3.2% |
| Other values (12) | 11462 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 66584 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 12006 | |
| d | 8550 | |
| l | 6947 | |
| A | 6772 | |
| u | 6595 | |
| i | 4101 | 6.2% |
| e | 3683 | 5.5% |
| a | 2206 | 3.3% |
| r | 2146 | 3.2% |
| c | 2116 | 3.2% |
| Other values (12) | 11462 |
vendor
Text
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
Length
| Max length | 65 |
|---|---|
| Median length | 13 |
| Mean length | 18.53332 |
| Min length | 7 |
Unique
| Unique | 19 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | RANBAXY Fine Chemicals LTD. |
|---|---|
| 2nd row | Aurobindo Pharma Limited |
| 3rd row | Abbott GmbH & Co. KG |
| 4th row | SUN PHARMACEUTICAL INDUSTRIES LTD (RANBAXY LABORATORIES LIMITED) |
| 5th row | Aurobindo Pharma Limited |
| Value | Count | Frequency (%) |
| scms | 5404 | |
| from | 5404 | |
| rdc | 5404 | |
| limited | 1288 | 3.9% |
| ltd | 1169 | 3.6% |
| orgenics | 754 | 2.3% |
| s | 717 | 2.2% |
| buys | 715 | 2.2% |
| wholesaler | 715 | 2.2% |
| laboratories | 705 | 2.2% |
| Other values (158) | 10470 |
Most occurring characters
| Value | Count | Frequency (%) |
| 22491 | 11.8% | |
| S | 16965 | 8.9% |
| C | 13420 | 7.0% |
| R | 11481 | 6.0% |
| M | 8653 | 4.5% |
| r | 8112 | 4.2% |
| D | 7485 | 3.9% |
| o | 7434 | 3.9% |
| L | 7380 | 3.9% |
| m | 6798 | 3.6% |
| Other values (44) | 81119 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 191338 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 22491 | 11.8% | |
| S | 16965 | 8.9% |
| C | 13420 | 7.0% |
| R | 11481 | 6.0% |
| M | 8653 | 4.5% |
| r | 8112 | 4.2% |
| D | 7485 | 3.9% |
| o | 7434 | 3.9% |
| L | 7380 | 3.9% |
| m | 6798 | 3.6% |
| Other values (44) | 81119 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 191338 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 22491 | 11.8% | |
| S | 16965 | 8.9% |
| C | 13420 | 7.0% |
| R | 11481 | 6.0% |
| M | 8653 | 4.5% |
| r | 8112 | 4.2% |
| D | 7485 | 3.9% |
| o | 7434 | 3.9% |
| L | 7380 | 3.9% |
| m | 6798 | 3.6% |
| Other values (44) | 81119 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 191338 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 22491 | 11.8% | |
| S | 16965 | 8.9% |
| C | 13420 | 7.0% |
| R | 11481 | 6.0% |
| M | 8653 | 4.5% |
| r | 8112 | 4.2% |
| D | 7485 | 3.9% |
| o | 7434 | 3.9% |
| L | 7380 | 3.9% |
| m | 6798 | 3.6% |
| Other values (44) | 81119 |
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
Length
| Max length | 98 |
|---|---|
| Median length | 60 |
| Mean length | 22.15091 |
| Min length | 7 |
Unique
| Unique | 14 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | HIV, Reveal G3 Rapid HIV-1 Antibody Test |
|---|---|
| 2nd row | Nevirapine |
| 3rd row | HIV 1/2, Determine Complete HIV Kit |
| 4th row | Lamivudine |
| 5th row | Stavudine |
| Value | Count | Frequency (%) |
| hiv | 3055 | 13.6% |
| kit | 1579 | 7.0% |
| 1/2 | 1524 | 6.8% |
| disoproxil | 1300 | 5.8% |
| fumarate | 1300 | 5.8% |
| efavirenz | 1125 | 5.0% |
| nevirapine | 877 | 3.9% |
| determine | 799 | 3.6% |
| lamivudine/nevirapine/zidovudine | 707 | 3.2% |
| lamivudine/zidovudine | 689 | 3.1% |
| Other values (148) | 9451 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 30297 | 13.2% |
| e | 19499 | 8.5% |
| a | 15535 | 6.8% |
| n | 15469 | 6.8% |
| v | 13084 | 5.7% |
| 12082 | 5.3% | |
| r | 11537 | 5.0% |
| o | 10997 | 4.8% |
| d | 9170 | 4.0% |
| t | 8291 | 3.6% |
| Other values (53) | 82725 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 228686 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 30297 | 13.2% |
| e | 19499 | 8.5% |
| a | 15535 | 6.8% |
| n | 15469 | 6.8% |
| v | 13084 | 5.7% |
| 12082 | 5.3% | |
| r | 11537 | 5.0% |
| o | 10997 | 4.8% |
| d | 9170 | 4.0% |
| t | 8291 | 3.6% |
| Other values (53) | 82725 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 228686 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 30297 | 13.2% |
| e | 19499 | 8.5% |
| a | 15535 | 6.8% |
| n | 15469 | 6.8% |
| v | 13084 | 5.7% |
| 12082 | 5.3% | |
| r | 11537 | 5.0% |
| o | 10997 | 4.8% |
| d | 9170 | 4.0% |
| t | 8291 | 3.6% |
| Other values (53) | 82725 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 228686 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 30297 | 13.2% |
| e | 19499 | 8.5% |
| a | 15535 | 6.8% |
| n | 15469 | 6.8% |
| v | 13084 | 5.7% |
| 12082 | 5.3% | |
| r | 11537 | 5.0% |
| o | 10997 | 4.8% |
| d | 9170 | 4.0% |
| t | 8291 | 3.6% |
| Other values (53) | 82725 |
brand
Categorical
High correlation  Imbalance 
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| Generic | |
|---|---|
| Determine | |
| Uni-Gold | 373 |
| Aluvia | 250 |
| Kaletra | 165 |
| Other values (43) |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 7.2879698 |
| Min length | 3 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Reveal |
|---|---|
| 2nd row | Generic |
| 3rd row | Determine |
| 4th row | Generic |
| 5th row | Generic |
Common Values
| Value | Count | Frequency (%) |
| Generic | 7285 | |
| Determine | 799 | 7.7% |
| Uni-Gold | 373 | 3.6% |
| Aluvia | 250 | 2.4% |
| Kaletra | 165 | 1.6% |
| Norvir | 136 | 1.3% |
| Stat-Pak | 115 | 1.1% |
| Bioline | 113 | 1.1% |
| Truvada | 94 | 0.9% |
| Videx | 84 | 0.8% |
| Other values (38) | 910 | 8.8% |
Length
| Value | Count | Frequency (%) |
| generic | 7285 | |
| determine | 799 | 7.6% |
| uni-gold | 373 | 3.6% |
| aluvia | 250 | 2.4% |
| kaletra | 165 | 1.6% |
| norvir | 136 | 1.3% |
| videx | 125 | 1.2% |
| stat-pak | 115 | 1.1% |
| bioline | 113 | 1.1% |
| truvada | 94 | 0.9% |
| Other values (40) | 995 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 18044 | |
| i | 10118 | |
| r | 9288 | |
| n | 8958 | |
| G | 7758 | |
| c | 7463 | |
| t | 1628 | 2.2% |
| a | 1599 | 2.1% |
| l | 1331 | 1.8% |
| o | 991 | 1.3% |
| Other values (38) | 8063 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 75241 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 18044 | |
| i | 10118 | |
| r | 9288 | |
| n | 8958 | |
| G | 7758 | |
| c | 7463 | |
| t | 1628 | 2.2% |
| a | 1599 | 2.1% |
| l | 1331 | 1.8% |
| o | 991 | 1.3% |
| Other values (38) | 8063 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 75241 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 18044 | |
| i | 10118 | |
| r | 9288 | |
| n | 8958 | |
| G | 7758 | |
| c | 7463 | |
| t | 1628 | 2.2% |
| a | 1599 | 2.1% |
| l | 1331 | 1.8% |
| o | 991 | 1.3% |
| Other values (38) | 8063 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 75241 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 18044 | |
| i | 10118 | |
| r | 9288 | |
| n | 8958 | |
| G | 7758 | |
| c | 7463 | |
| t | 1628 | 2.2% |
| a | 1599 | 2.1% |
| l | 1331 | 1.8% |
| o | 991 | 1.3% |
| Other values (38) | 8063 |
dosage
Real number (ℝ)
High correlation  Zeros 
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 191.49671 |
| Minimum | 0 |
|---|---|
| Maximum | 600 |
| Zeros | 1736 |
| Zeros (%) | 16.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 20 |
| median | 150 |
| Q3 | 300 |
| 95-th percentile | 600 |
| Maximum | 600 |
| Range | 600 |
| Interquartile range (IQR) | 280 |
Descriptive statistics
| Standard deviation | 185.29451 |
|---|---|
| Coefficient of variation (CV) | 0.967612 |
| Kurtosis | 0.25207311 |
| Mean | 191.49671 |
| Median Absolute Deviation (MAD) | 140 |
| Skewness | 1.0582551 |
| Sum | 1977012 |
| Variance | 34334.056 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 150 | 2015 | |
| 0 | 1736 | |
| 200 | 1487 | |
| 300 | 1467 | |
| 600 | 1262 | |
| 10 | 552 | 5.3% |
| 30 | 426 | 4.1% |
| 100 | 301 | 2.9% |
| 20 | 207 | 2.0% |
| 50 | 179 | 1.7% |
| Other values (12) | 692 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 1736 | |
| 1 | 54 | 0.5% |
| 2 | 11 | 0.1% |
| 10 | 552 | 5.3% |
| 15 | 38 | 0.4% |
| 20 | 207 | 2.0% |
| 25 | 39 | 0.4% |
| 30 | 426 | 4.1% |
| 40 | 6 | 0.1% |
| 50 | 179 | 1.7% |
| Value | Count | Frequency (%) |
| 600 | 1262 | |
| 500 | 23 | 0.2% |
| 400 | 156 | 1.5% |
| 300 | 1467 | |
| 250 | 88 | 0.9% |
| 200 | 1487 | |
| 150 | 2015 | |
| 133 | 7 | 0.1% |
| 125 | 4 | < 0.1% |
| 100 | 301 | 2.9% |
dosage form
Categorical
High correlation 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
| Tablet | |
|---|---|
| Tablet - FDC | |
| Test kit | |
| Capsule | |
| Oral solution | |
| Other values (12) |
Length
| Max length | 34 |
|---|---|
| Median length | 33 |
| Mean length | 10.253584 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Test kit |
|---|---|
| 2nd row | Oral suspension |
| 3rd row | Test kit |
| 4th row | Tablet |
| 5th row | Capsule |
Common Values
| Value | Count | Frequency (%) |
| Tablet | 3532 | |
| Tablet - FDC | 2749 | |
| Test kit | 1575 | |
| Capsule | 729 | 7.1% |
| Oral solution | 727 | 7.0% |
| Chewable/dispersible tablet - FDC | 239 | 2.3% |
| Oral suspension | 214 | 2.1% |
| Test kit - Ancillary | 161 | 1.6% |
| Chewable/dispersible tablet | 146 | 1.4% |
| Delayed-release capsules | 131 | 1.3% |
| Other values (7) | 121 | 1.2% |
Length
| Value | Count | Frequency (%) |
| tablet | 6711 | |
| 3270 | ||
| fdc | 3023 | |
| test | 1736 | 8.6% |
| kit | 1736 | 8.6% |
| oral | 970 | 4.8% |
| solution | 755 | 3.7% |
| capsule | 729 | 3.6% |
| chewable/dispersible | 385 | 1.9% |
| suspension | 214 | 1.1% |
| Other values (8) | 654 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 12083 | |
| t | 11415 | |
| l | 10859 | |
| 9859 | ||
| a | 9472 | |
| T | 8062 | 7.6% |
| b | 7567 | 7.1% |
| s | 5234 | 4.9% |
| C | 4137 | 3.9% |
| i | 3728 | 3.5% |
| Other values (22) | 23442 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 105858 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 12083 | |
| t | 11415 | |
| l | 10859 | |
| 9859 | ||
| a | 9472 | |
| T | 8062 | 7.6% |
| b | 7567 | 7.1% |
| s | 5234 | 4.9% |
| C | 4137 | 3.9% |
| i | 3728 | 3.5% |
| Other values (22) | 23442 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 105858 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 12083 | |
| t | 11415 | |
| l | 10859 | |
| 9859 | ||
| a | 9472 | |
| T | 8062 | 7.6% |
| b | 7567 | 7.1% |
| s | 5234 | 4.9% |
| C | 4137 | 3.9% |
| i | 3728 | 3.5% |
| Other values (22) | 23442 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 105858 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 12083 | |
| t | 11415 | |
| l | 10859 | |
| 9859 | ||
| a | 9472 | |
| T | 8062 | 7.6% |
| b | 7567 | 7.1% |
| s | 5234 | 4.9% |
| C | 4137 | 3.9% |
| i | 3728 | 3.5% |
| Other values (22) | 23442 |
| Distinct | 88 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.8 KiB |
Length
| Max length | 72 |
|---|---|
| Median length | 37 |
| Mean length | 25.039132 |
| Min length | 5 |
Unique
| Unique | 16 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Ranbaxy Fine Chemicals LTD |
|---|---|
| 2nd row | Aurobindo Unit III, India |
| 3rd row | ABBVIE GmbH & Co.KG Wiesbaden |
| 4th row | Ranbaxy, Paonta Shahib, India |
| 5th row | Aurobindo Unit III, India |
| Value | Count | Frequency (%) |
| india | 4678 | 11.9% |
| unit | 4197 | 10.7% |
| iii | 4041 | 10.3% |
| aurobindo | 3283 | 8.4% |
| mylan | 1438 | 3.7% |
| formerly | 1415 | 3.6% |
| matrix | 1415 | 3.6% |
| nashik | 1415 | 3.6% |
| in | 1047 | 2.7% |
| hetero | 913 | 2.3% |
| Other values (201) | 15396 |
Most occurring characters
| Value | Count | Frequency (%) |
| 28937 | 11.2% | |
| i | 20789 | 8.0% |
| I | 19607 | 7.6% |
| a | 18921 | 7.3% |
| n | 18236 | 7.1% |
| r | 13636 | 5.3% |
| o | 12958 | 5.0% |
| d | 12314 | 4.8% |
| e | 10570 | 4.1% |
| t | 10195 | 3.9% |
| Other values (59) | 92341 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 258504 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 28937 | 11.2% | |
| i | 20789 | 8.0% |
| I | 19607 | 7.6% |
| a | 18921 | 7.3% |
| n | 18236 | 7.1% |
| r | 13636 | 5.3% |
| o | 12958 | 5.0% |
| d | 12314 | 4.8% |
| e | 10570 | 4.1% |
| t | 10195 | 3.9% |
| Other values (59) | 92341 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 258504 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 28937 | 11.2% | |
| i | 20789 | 8.0% |
| I | 19607 | 7.6% |
| a | 18921 | 7.3% |
| n | 18236 | 7.1% |
| r | 13636 | 5.3% |
| o | 12958 | 5.0% |
| d | 12314 | 4.8% |
| e | 10570 | 4.1% |
| t | 10195 | 3.9% |
| Other values (59) | 92341 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 258504 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 28937 | 11.2% | |
| i | 20789 | 8.0% |
| I | 19607 | 7.6% |
| a | 18921 | 7.3% |
| n | 18236 | 7.1% |
| r | 13636 | 5.3% |
| o | 12958 | 5.0% |
| d | 12314 | 4.8% |
| e | 10570 | 4.1% |
| t | 10195 | 3.9% |
| Other values (59) | 92341 |
first line designation
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 7030 | |
| False | 3294 |
freight cost (usd)
Real number (ℝ)
High correlation 
| Distinct | 9529 |
|---|---|
| Distinct (%) | 92.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11015.454 |
| Minimum | 0.75 |
|---|---|
| Maximum | 289653.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.8 KiB |
Quantile statistics
| Minimum | 0.75 |
|---|---|
| 5-th percentile | 787.7315 |
| Q1 | 2687.8435 |
| median | 6397.5225 |
| Q3 | 14032.869 |
| 95-th percentile | 34721.667 |
| Maximum | 289653.2 |
| Range | 289652.45 |
| Interquartile range (IQR) | 11345.025 |
Descriptive statistics
| Standard deviation | 14652.048 |
|---|---|
| Coefficient of variation (CV) | 1.3301357 |
| Kurtosis | 43.027716 |
| Mean | 11015.454 |
| Median Absolute Deviation (MAD) | 4569.887 |
| Skewness | 4.7521843 |
| Sum | 1.1372354 × 108 |
| Variance | 2.1468252 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9736.1 | 40 | 0.4% |
| 6147.18 | 31 | 0.3% |
| 13398.06 | 17 | 0.2% |
| 7445.8 | 16 | 0.2% |
| 9341.49 | 15 | 0.1% |
| 25231.96 | 12 | 0.1% |
| 7329.83 | 12 | 0.1% |
| 1211.48 | 11 | 0.1% |
| 11637.64 | 11 | 0.1% |
| 15128.37 | 11 | 0.1% |
| Other values (9519) | 10148 |
| Value | Count | Frequency (%) |
| 0.75 | 1 | |
| 14.36 | 1 | |
| 17.72 | 1 | |
| 22.29 | 1 | |
| 29.21 | 1 | |
| 30 | 1 | |
| 30.49 | 1 | |
| 41 | 1 | |
| 42.35 | 1 | |
| 48 | 1 |
| Value | Count | Frequency (%) |
| 289653.2 | 1 | |
| 241407.27 | 1 | |
| 220076.52 | 1 | |
| 194623.44 | 1 | |
| 184243.3725 | 1 | |
| 161962.32 | 1 | |
| 161712.87 | 1 | |
| 152368.7 | 1 | |
| 150499.84 | 1 | |
| 146850.66 | 1 |
reliability
Real number (ℝ)
High correlation 
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 366.08485 |
| Minimum | 1 |
|---|---|
| Maximum | 768 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 145 |
| median | 340 |
| Q3 | 596 |
| 95-th percentile | 768 |
| Maximum | 768 |
| Range | 767 |
| Interquartile range (IQR) | 451 |
Descriptive statistics
| Standard deviation | 238.18725 |
|---|---|
| Coefficient of variation (CV) | 0.65063401 |
| Kurtosis | -1.1198953 |
| Mean | 366.08485 |
| Median Absolute Deviation (MAD) | 201 |
| Skewness | 0.18250127 |
| Sum | 3779460 |
| Variance | 56733.168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 768 | 768 | 7.4% |
| 729 | 729 | 7.1% |
| 628 | 628 | 6.1% |
| 596 | 596 | 5.8% |
| 522 | 522 | 5.1% |
| 450 | 450 | 4.4% |
| 431 | 431 | 4.2% |
| 406 | 406 | 3.9% |
| 369 | 369 | 3.6% |
| 340 | 340 | 3.3% |
| Other values (57) | 5085 |
| Value | Count | Frequency (%) |
| 1 | 12 | 0.1% |
| 2 | 20 | 0.2% |
| 3 | 39 | |
| 4 | 24 | 0.2% |
| 5 | 30 | 0.3% |
| 6 | 18 | 0.2% |
| 7 | 21 | 0.2% |
| 8 | 48 | |
| 9 | 18 | 0.2% |
| 10 | 80 |
| Value | Count | Frequency (%) |
| 768 | 768 | |
| 729 | 729 | |
| 628 | 628 | |
| 596 | 596 | |
| 522 | 522 | |
| 450 | 450 | |
| 431 | 431 | |
| 406 | 406 | |
| 369 | 369 | |
| 340 | 340 |
Delivery Delay Risk
Real number (ℝ)
Zeros 
| Distinct | 76 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.15689395 |
| Minimum | -1 |
|---|---|
| Maximum | 1 |
| Zeros | 6324 |
| Zeros (%) | 61.3% |
| Negative | 2814 |
| Negative (%) | 27.3% |
| Memory size | 80.8 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -0.90514825 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.99999834 |
| Maximum | 1 |
| Range | 2 |
| Interquartile range (IQR) | 0.90514825 |
Descriptive statistics
| Standard deviation | 0.5833083 |
|---|---|
| Coefficient of variation (CV) | -3.7178509 |
| Kurtosis | -0.32082862 |
| Mean | -0.15689395 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.044119761 |
| Sum | -1619.7731 |
| Variance | 0.34024858 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6324 | |
| -1 | 698 | 6.8% |
| 1 | 188 | 1.8% |
| -0.9999999172 | 127 | 1.2% |
| -0.9950547537 | 119 | 1.2% |
| -0.9993292997 | 112 | 1.1% |
| -0.9999954794 | 107 | 1.0% |
| -0.9981778976 | 106 | 1.0% |
| -0.761594156 | 93 | 0.9% |
| 0.4621171573 | 92 | 0.9% |
| Other values (66) | 2358 | 22.8% |
| Value | Count | Frequency (%) |
| -1 | 698 | |
| -1 | 11 | 0.1% |
| -1 | 25 | 0.2% |
| -1 | 22 | 0.2% |
| -1 | 32 | 0.3% |
| -1 | 12 | 0.1% |
| -1 | 26 | 0.3% |
| -1 | 77 | 0.7% |
| -1 | 14 | 0.1% |
| -1 | 28 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 188 | |
| 1 | 4 | < 0.1% |
| 1 | 9 | 0.1% |
| 1 | 10 | 0.1% |
| 1 | 3 | < 0.1% |
| 1 | 6 | 0.1% |
| 1 | 10 | 0.1% |
| 1 | 13 | 0.1% |
| 1 | 8 | 0.1% |
| 1 | 7 | 0.1% |
weight
Real number (ℝ)
High correlation  Skewed 
| Distinct | 6450 |
|---|---|
| Distinct (%) | 62.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3376.4822 |
| Minimum | 0 |
|---|---|
| Maximum | 857354 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 314.75 |
| median | 1221 |
| Q3 | 3381.25 |
| 95-th percentile | 12358.05 |
| Maximum | 857354 |
| Range | 857354 |
| Interquartile range (IQR) | 3066.5 |
Descriptive statistics
| Standard deviation | 11365.3 |
|---|---|
| Coefficient of variation (CV) | 3.3660181 |
| Kurtosis | 3148.0062 |
| Mean | 3376.4822 |
| Median Absolute Deviation (MAD) | 1085.4615 |
| Skewness | 44.785754 |
| Sum | 34858802 |
| Variance | 1.2917005 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 29 | 0.3% |
| 6 | 27 | 0.3% |
| 1 | 23 | 0.2% |
| 60 | 21 | 0.2% |
| 12 | 20 | 0.2% |
| 5 | 20 | 0.2% |
| 4 | 19 | 0.2% |
| 21 | 19 | 0.2% |
| 17 | 19 | 0.2% |
| 14 | 19 | 0.2% |
| Other values (6440) | 10108 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 23 | |
| 2 | 29 | |
| 3 | 18 | |
| 4 | 19 | |
| 4.5 | 1 | < 0.1% |
| 5 | 20 | |
| 6 | 27 | |
| 7 | 16 | |
| 7.5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 857354 | 1 | |
| 291096 | 1 | |
| 205503 | 1 | |
| 154780 | 1 | |
| 145719.5 | 1 | |
| 112027 | 1 | |
| 102929 | 1 | |
| 90446 | 1 | |
| 88761 | 1 | |
| 88190 | 1 |
profit
Real number (ℝ)
| Distinct | 9371 |
|---|---|
| Distinct (%) | 90.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0052752 × 108 |
| Minimum | 0 |
|---|---|
| Maximum | 4.1696609 × 1010 |
| Zeros | 54 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 80.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 51.52 |
| Q1 | 31884.054 |
| median | 1436794.2 |
| Q3 | 39453344 |
| 95-th percentile | 7.2467663 × 108 |
| Maximum | 4.1696609 × 1010 |
| Range | 4.1696609 × 1010 |
| Interquartile range (IQR) | 39421459 |
Descriptive statistics
| Standard deviation | 1.210646 × 109 |
|---|---|
| Coefficient of variation (CV) | 6.0373058 |
| Kurtosis | 365.12567 |
| Mean | 2.0052752 × 108 |
| Median Absolute Deviation (MAD) | 1436744.4 |
| Skewness | 16.21943 |
| Sum | 2.0702462 × 1012 |
| Variance | 1.4656637 × 1018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54 | 0.5% |
| 83617116.24 | 15 | 0.1% |
| 66000000 | 13 | 0.1% |
| 16384 | 12 | 0.1% |
| 501760 | 10 | 0.1% |
| 64000000 | 10 | 0.1% |
| 853820.352 | 9 | 0.1% |
| 576960400 | 8 | 0.1% |
| 121506969.9 | 8 | 0.1% |
| 122.5 | 7 | 0.1% |
| Other values (9361) | 10178 |
| Value | Count | Frequency (%) |
| 0 | 54 | |
| 0.0276 | 1 | < 0.1% |
| 0.0374 | 1 | < 0.1% |
| 0.0405 | 1 | < 0.1% |
| 0.0442 | 1 | < 0.1% |
| 0.045 | 1 | < 0.1% |
| 0.0477 | 1 | < 0.1% |
| 0.0497 | 1 | < 0.1% |
| 0.0506 | 1 | < 0.1% |
| 0.055 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.169660923 × 1010 | 1 | |
| 3.420964588 × 1010 | 1 | |
| 3.031636951 × 1010 | 1 | |
| 2.920316677 × 1010 | 1 | |
| 2.716057189 × 1010 | 1 | |
| 2.528271154 × 1010 | 1 | |
| 2.211915863 × 1010 | 1 | |
| 1.993079448 × 1010 | 1 | |
| 1.882138799 × 1010 | 1 | |
| 1.804335738 × 1010 | 1 |
Interactions
Correlations
| Delivery Delay Risk | brand | country | dosage | dosage form | first line designation | freight cost (usd) | fulfill via | managed by | product group | profit | reliability | shipment mode | sub classification | vendor inco term | weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Delivery Delay Risk | 1.000 | 0.133 | 0.150 | -0.098 | 0.135 | 0.076 | -0.019 | 0.497 | 0.024 | 0.125 | 0.008 | -0.119 | 0.218 | 0.113 | 0.209 | -0.016 |
| brand | 0.133 | 1.000 | 0.199 | 0.543 | 0.515 | 0.245 | 0.047 | 0.507 | 0.163 | 0.781 | 0.000 | 0.189 | 0.210 | 0.647 | 0.443 | 0.000 |
| country | 0.150 | 0.199 | 1.000 | 0.175 | 0.194 | 0.321 | 0.051 | 0.610 | 0.098 | 0.313 | 0.000 | 0.726 | 0.535 | 0.310 | 0.441 | 0.000 |
| dosage | -0.098 | 0.543 | 0.175 | 1.000 | 0.461 | 0.134 | 0.044 | 0.377 | 0.000 | 0.435 | 0.211 | 0.242 | 0.175 | 0.467 | 0.278 | 0.186 |
| dosage form | 0.135 | 0.515 | 0.194 | 0.461 | 1.000 | 0.230 | 0.025 | 0.476 | 0.019 | 0.653 | 0.032 | 0.180 | 0.235 | 0.825 | 0.288 | 0.000 |
| first line designation | 0.076 | 0.245 | 0.321 | 0.134 | 0.230 | 1.000 | 0.029 | 0.099 | 0.099 | 0.192 | 0.027 | 0.222 | 0.233 | 0.207 | 0.309 | 0.000 |
| freight cost (usd) | -0.019 | 0.047 | 0.051 | 0.044 | 0.025 | 0.029 | 1.000 | 0.024 | 0.000 | 0.000 | 0.359 | 0.117 | 0.038 | 0.033 | 0.019 | 0.706 |
| fulfill via | 0.497 | 0.507 | 0.610 | 0.377 | 0.476 | 0.099 | 0.024 | 1.000 | 0.078 | 0.385 | 0.064 | 0.402 | 0.361 | 0.394 | 1.000 | 0.000 |
| managed by | 0.024 | 0.163 | 0.098 | 0.000 | 0.019 | 0.099 | 0.000 | 0.078 | 1.000 | 0.018 | 0.000 | 0.103 | 0.069 | 0.018 | 0.105 | 0.000 |
| product group | 0.125 | 0.781 | 0.313 | 0.435 | 0.653 | 0.192 | 0.000 | 0.385 | 0.018 | 1.000 | 0.000 | 0.194 | 0.185 | 0.866 | 0.322 | 0.000 |
| profit | 0.008 | 0.000 | 0.000 | 0.211 | 0.032 | 0.027 | 0.359 | 0.064 | 0.000 | 0.000 | 1.000 | -0.025 | 0.069 | 0.009 | 0.000 | 0.469 |
| reliability | -0.119 | 0.189 | 0.726 | 0.242 | 0.180 | 0.222 | 0.117 | 0.402 | 0.103 | 0.194 | -0.025 | 1.000 | 0.548 | 0.197 | 0.269 | 0.119 |
| shipment mode | 0.218 | 0.210 | 0.535 | 0.175 | 0.235 | 0.233 | 0.038 | 0.361 | 0.069 | 0.185 | 0.069 | 0.548 | 1.000 | 0.194 | 0.366 | 0.000 |
| sub classification | 0.113 | 0.647 | 0.310 | 0.467 | 0.825 | 0.207 | 0.033 | 0.394 | 0.018 | 0.866 | 0.009 | 0.197 | 0.194 | 1.000 | 0.284 | 0.000 |
| vendor inco term | 0.209 | 0.443 | 0.441 | 0.278 | 0.288 | 0.309 | 0.019 | 1.000 | 0.105 | 0.322 | 0.000 | 0.269 | 0.366 | 0.284 | 1.000 | 0.025 |
| weight | -0.016 | 0.000 | 0.000 | 0.186 | 0.000 | 0.000 | 0.706 | 0.000 | 0.000 | 0.000 | 0.469 | 0.119 | 0.000 | 0.000 | 0.025 | 1.000 |
Missing values
Sample
| project code | country | managed by | fulfill via | vendor inco term | shipment mode | product group | sub classification | vendor | molecule/test type | brand | dosage | dosage form | manufacturing site | first line designation | freight cost (usd) | reliability | Delivery Delay Risk | weight | profit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 100-CI-T01 | Côte d'Ivoire | PMO - US | Direct Drop | EXW | Air | HRDT | HIV test | RANBAXY Fine Chemicals LTD. | HIV, Reveal G3 Rapid HIV-1 Antibody Test | Reveal | 0.0 | Test kit | Ranbaxy Fine Chemicals LTD | True | 780.340 | 40 | 0.0 | 13.0 | 25919.040 |
| 1 | 108-VN-T01 | Vietnam | PMO - US | Direct Drop | EXW | Air | ARV | Pediatric | Aurobindo Pharma Limited | Nevirapine | Generic | 10.0 | Oral suspension | Aurobindo Unit III, India | True | 4521.500 | 166 | 0.0 | 358.0 | 291648.000 |
| 2 | 100-CI-T01 | Côte d'Ivoire | PMO - US | Direct Drop | FCA | Air | HRDT | HIV test | Abbott GmbH & Co. KG | HIV 1/2, Determine Complete HIV Kit | Determine | 0.0 | Test kit | ABBVIE GmbH & Co.KG Wiesbaden | True | 1653.780 | 40 | 0.0 | 171.0 | 1881600.000 |
| 3 | 108-VN-T01 | Vietnam | PMO - US | Direct Drop | EXW | Air | ARV | Adult | SUN PHARMACEUTICAL INDUSTRIES LTD (RANBAXY LABORATORIES LIMITED) | Lamivudine | Generic | 150.0 | Tablet | Ranbaxy, Paonta Shahib, India | True | 16007.060 | 166 | 0.0 | 1855.0 | 5991052.032 |
| 4 | 108-VN-T01 | Vietnam | PMO - US | Direct Drop | EXW | Air | ARV | Adult | Aurobindo Pharma Limited | Stavudine | Generic | 30.0 | Capsule | Aurobindo Unit III, India | True | 45450.080 | 166 | 0.0 | 7590.0 | 5720064.000 |
| 5 | 112-NG-T01 | Nigeria | PMO - US | Direct Drop | EXW | Air | ARV | Pediatric | Aurobindo Pharma Limited | Zidovudine | Generic | 10.0 | Oral solution | Aurobindo Unit III, India | True | 5920.420 | 139 | 0.0 | 504.0 | 104692.224 |
| 6 | 110-ZM-T01 | Zambia | PMO - US | Direct Drop | DDU | Air | ARV | Pediatric | MERCK SHARP & DOHME IDEA GMBH (FORMALLY MERCK SHARP & DOHME B.V.) | Efavirenz | Stocrin/Sustiva | 200.0 | Capsule | MSD South Granville Australia | True | 6066.415 | 260 | 0.0 | 328.0 | 205752.960 |
| 7 | 109-TZ-T01 | Tanzania | PMO - US | Direct Drop | EXW | Air | ARV | Adult | Aurobindo Pharma Limited | Nevirapine | Generic | 200.0 | Tablet | Aurobindo Unit III, India | True | 6212.410 | 135 | 0.0 | 1478.0 | 2861657.232 |
| 8 | 112-NG-T01 | Nigeria | PMO - US | Direct Drop | EXW | Air | ARV | Adult | Aurobindo Pharma Limited | Stavudine | Generic | 30.0 | Capsule | Aurobindo Unit III, India | False | 8051.680 | 139 | 0.0 | 1060.5 | 25041.744 |
| 9 | 110-ZM-T01 | Zambia | PMO - US | Direct Drop | CIP | Air | ARV | Adult | ABBVIE LOGISTICS (FORMERLY ABBOTT LOGISTICS BV) | Lopinavir/Ritonavir | Aluvia | 200.0 | Tablet | ABBVIE (Abbott) St. P'burg USA | True | 9890.950 | 260 | 0.0 | 643.0 | 5413363.200 |
| project code | country | managed by | fulfill via | vendor inco term | shipment mode | product group | sub classification | vendor | molecule/test type | brand | dosage | dosage form | manufacturing site | first line designation | freight cost (usd) | reliability | Delivery Delay Risk | weight | profit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10314 | 151-NG-T30 | Nigeria | PMO - US | From RDC | N/A - From RDC | Air Charter | ARV | Pediatric | SCMS from RDC | Lamivudine/Nevirapine/Zidovudine | Generic | 30.0 | Chewable/dispersible tablet - FDC | Mylan (formerly Matrix) Nashik | False | 21701.144 | 628 | -1.000000 | 12609.000000 | 1.424562e+06 |
| 10315 | 151-NG-T30 | Nigeria | PMO - US | From RDC | N/A - From RDC | Air Charter | ARV | Adult | SCMS from RDC | Lopinavir/Ritonavir | Aluvia | 200.0 | Tablet | ABBVIE Ludwigshafen Germany | True | 26180.000 | 628 | -1.000000 | 15198.000000 | 1.750167e+09 |
| 10316 | 151-NG-T30 | Nigeria | PMO - US | From RDC | N/A - From RDC | Air Charter | ARV | Adult | SCMS from RDC | Lamivudine/Zidovudine | Generic | 150.0 | Tablet - FDC | Aurobindo Unit III, India | True | 3410.000 | 628 | -1.000000 | 1547.000000 | 1.125776e+07 |
| 10317 | 151-NG-T30 | Nigeria | PMO - US | From RDC | N/A - From RDC | Air | ARV | Adult | SCMS from RDC | Efavirenz | Generic | 600.0 | Tablet | Strides, Bangalore, India. | False | 3410.000 | 628 | -0.999329 | 1521.166667 | 5.179685e+05 |
| 10318 | 103-ZW-T30 | Zimbabwe | PMO - US | From RDC | N/A - From RDC | Truck | ARV | Pediatric | SCMS from RDC | Lamivudine/Nevirapine/Zidovudine | Generic | 30.0 | Chewable/dispersible tablet - FDC | Cipla, Goa, India | False | 3410.000 | 101 | -1.000000 | 1495.333333 | 6.425699e+08 |
| 10319 | 103-ZW-T30 | Zimbabwe | PMO - US | From RDC | N/A - From RDC | Truck | ARV | Pediatric | SCMS from RDC | Lamivudine/Nevirapine/Zidovudine | Generic | 30.0 | Chewable/dispersible tablet - FDC | Mylan, H-12 & H-13, India | False | 3410.000 | 101 | -1.000000 | 1469.500000 | 4.232309e+08 |
| 10320 | 104-CI-T30 | Côte d'Ivoire | PMO - US | From RDC | N/A - From RDC | Truck | ARV | Adult | SCMS from RDC | Lamivudine/Zidovudine | Generic | 150.0 | Tablet - FDC | Hetero Unit III Hyderabad IN | False | 3410.000 | 729 | 0.995055 | 1443.666667 | 2.221725e+07 |
| 10321 | 110-ZM-T30 | Zambia | PMO - US | From RDC | N/A - From RDC | Truck | ARV | Adult | SCMS from RDC | Efavirenz/Lamivudine/Tenofovir Disoproxil Fumarate | Generic | 600.0 | Tablet - FDC | Cipla Ltd A-42 MIDC Mahar. IN | False | 3410.000 | 406 | -0.995055 | 1417.833333 | 2.716057e+10 |
| 10322 | 200-ZW-T30 | Zimbabwe | PMO - US | From RDC | N/A - From RDC | Truck | ARV | Adult | SCMS from RDC | Lamivudine/Zidovudine | Generic | 150.0 | Tablet - FDC | Mylan (formerly Matrix) Nashik | True | 3410.000 | 28 | -1.000000 | 1392.000000 | 1.526224e+07 |
| 10323 | 103-ZW-T30 | Zimbabwe | PMO - US | From RDC | N/A - From RDC | Truck | ARV | Pediatric | SCMS from RDC | Lamivudine/Zidovudine | Generic | 30.0 | Chewable/dispersible tablet - FDC | Cipla, Goa, India | False | 3410.000 | 101 | -1.000000 | 1392.000000 | 6.257274e+06 |
Duplicate rows
Most frequently occurring
| project code | country | managed by | fulfill via | vendor inco term | shipment mode | product group | sub classification | vendor | molecule/test type | brand | dosage | dosage form | manufacturing site | first line designation | freight cost (usd) | reliability | Delivery Delay Risk | weight | profit | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 107-RW-T30 | Rwanda | PMO - US | Direct Drop | EXW | Air | HRDT | HIV test | SHANGHAI KEHUA BIOENGINEERING CO.,LTD. (KHB) | HIV 1/2, Colloidal Gold, Diagnostic Kit, Antibody | Colloidal Gold | 0.0 | Test kit | KHB Test Kit Facility, Shanghai China | True | 26266.34 | 340 | 0.000000 | 1992.0 | 6.629535e+06 | 5 |
| 0 | 100-CI-T01 | Côte d'Ivoire | PMO - US | From RDC | N/A - From RDC | Air | ARV | Adult | SCMS from RDC | Lamivudine/Nevirapine/Stavudine | Generic | 150.0 | Tablet - FDC | Cipla, Goa, India | True | 3166.00 | 40 | 0.000000 | 974.0 | 3.175200e+06 | 3 |
| 16 | 133-NG-T30 | Nigeria | PMO - US | Direct Drop | EXW | Air | HRDT | HIV test | Orgenics, Ltd | HIV 1/2, Determine Complete HIV Kit | Determine | 0.0 | Test kit | Alere Medical Co., Ltd. | True | 24927.19 | 145 | -0.462117 | 1186.0 | 8.361712e+07 | 3 |
| 19 | 133-NG-T30 | Nigeria | PMO - US | Direct Drop | EXW | Air | HRDT | HIV test | Orgenics, Ltd | HIV 1/2, Determine Complete HIV Kit | Determine | 0.0 | Test kit | Alere Medical Co., Ltd. | True | 28734.43 | 145 | -0.462117 | 1303.0 | 8.361712e+07 | 3 |
| 1 | 101-CD-T30 | Congo, DRC | PMO - US | From RDC | N/A - From RDC | Air | ARV | Adult | SCMS from RDC | Lamivudine | Generic | 150.0 | Tablet | Hetero Unit III Hyderabad IN | True | 522.42 | 308 | 0.000000 | 1.0 | 4.287200e+00 | 2 |
| 2 | 102-BW-T01 | Botswana | PMO - US | Direct Drop | EXW | Air | HRDT | HIV test | Trinity Biotech, Plc | HIV 1/2, Uni-Gold HIV Kit | Uni-Gold | 0.0 | Test kit | Trinity Biotech, Plc | True | 2442.32 | 30 | 0.000000 | 500.0 | 4.096000e+05 | 2 |
| 3 | 104-CI-T01 | Côte d'Ivoire | PMO - US | From RDC | N/A - From RDC | Air | ARV | Pediatric | SCMS from RDC | Nevirapine | Generic | 10.0 | Oral suspension | Aurobindo Unit III, India | True | 1301.00 | 314 | 0.000000 | 170.0 | 1.331520e+03 | 2 |
| 5 | 107-RW-T30 | Rwanda | PMO - US | Direct Drop | EXW | Air | HRDT | HIV test | SHANGHAI KEHUA BIOENGINEERING CO.,LTD. (KHB) | HIV 1/2, Colloidal Gold, Diagnostic Kit, Antibody | Colloidal Gold | 0.0 | Test kit | KHB Test Kit Facility, Shanghai China | True | 53062.21 | 340 | 0.000000 | 3996.0 | 2.216893e+07 | 2 |
| 6 | 108-VN-T01 | Vietnam | PMO - US | Direct Drop | FCA | Air | ARV | Adult | ABBVIE LOGISTICS (FORMERLY ABBOTT LOGISTICS BV) | Lopinavir/Ritonavir | Aluvia | 200.0 | Tablet | ABBVIE Ludwigshafen Germany | True | 1767.38 | 166 | 0.000000 | 117.0 | 2.701996e+06 | 2 |
| 7 | 108-VN-T30 | Vietnam | PMO - US | Direct Drop | EXW | Air | ARV | Adult | HETERO LABS LIMITED | Efavirenz/Lamivudine/Tenofovir Disoproxil Fumarate | Generic | 600.0 | Tablet - FDC | Hetero Unit III Hyderabad IN | True | 3809.94 | 522 | 0.000000 | 2516.0 | 3.712550e+07 | 2 |